Overview

Brought to you by YData

Dataset statistics

Number of variables	40
Number of observations	8885
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.2 MiB
Average record size in memory	146.0 B

Variable types

Numeric	12
Categorical	2
Boolean	26

Alerts

`estado_civil_CASADO` is highly overall correlated with `estado_civil_SOLTERO`	High correlation
`estado_civil_SOLTERO` is highly overall correlated with `estado_civil_CASADO`	High correlation
`estado_cliente_ACTIVO` is highly overall correlated with `estado_cliente_PASIVO` and 2 other fields	High correlation
`estado_cliente_PASIVO` is highly overall correlated with `estado_cliente_ACTIVO` and 2 other fields	High correlation
`falta_pago_N` is highly overall correlated with `estado_cliente_ACTIVO` and 3 other fields	High correlation
`falta_pago_Y` is highly overall correlated with `estado_cliente_ACTIVO` and 3 other fields	High correlation
`gastos_ult_12m` is highly overall correlated with `operaciones_ult_12m`	High correlation
`genero_F` is highly overall correlated with `genero_M`	High correlation
`genero_M` is highly overall correlated with `genero_F`	High correlation
`importe_solicitado` is highly overall correlated with `pct_ingreso`	High correlation
`operaciones_ult_12m` is highly overall correlated with `gastos_ult_12m`	High correlation
`pct_ingreso` is highly overall correlated with `importe_solicitado`	High correlation
`situacion_vivienda_ALQUILER` is highly overall correlated with `situacion_vivienda_HIPOTECA`	High correlation
`situacion_vivienda_HIPOTECA` is highly overall correlated with `situacion_vivienda_ALQUILER`	High correlation
`tasa_interes` is highly overall correlated with `falta_pago_N` and 1 other fields	High correlation
`situacion_vivienda_OTROS` is highly imbalanced (96.3%)	Imbalance
`situacion_vivienda_PROPIA` is highly imbalanced (63.8%)	Imbalance
`objetivo_credito_MEJORAS_HOGAR` is highly imbalanced (57.6%)	Imbalance
`estado_civil_DESCONOCIDO` is highly imbalanced (62.2%)	Imbalance
`estado_civil_DIVORCIADO` is highly imbalanced (61.7%)	Imbalance
`nivel_educativo_POSGRADO_COMPLETO` is highly imbalanced (72.9%)	Imbalance
`nivel_educativo_POSGRADO_INCOMPLETO` is highly imbalanced (70.6%)	Imbalance
`id_cliente` has unique values	Unique
`antiguedad_empleado` has 1276 (14.4%) zeros	Zeros
`personas_a_cargo` has 787 (8.9%) zeros	Zeros

Reproduction

Analysis started	2025-04-10 16:23:06.963167
Analysis finished	2025-04-10 16:24:46.887143
Duration	1 minute and 39.92 seconds
Software version	ydata-profiling vv4.13.0
Download configuration	config.json

id_cliente
Real number (ℝ)

Unique

Distinct	8885
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.391396 × 10⁸

Minimum	7.0808208 × 10⁸
Maximum	8.2834308 × 10⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.8 KiB

Quantile statistics

Minimum	7.0808208 × 10⁸
5-th percentile	7.0909854 × 10⁸
Q1	7.1299301 × 10⁸
median	7.1794901 × 10⁸
Q3	7.7292288 × 10⁸
95-th percentile	8.1444083 × 10⁸
Maximum	8.2834308 × 10⁸
Range	1.20261 × 10⁸
Interquartile range (IQR)	59929875

Descriptive statistics

Standard deviation	36873009
Coefficient of variation (CV)	0.049886393
Kurtosis	-0.60822178
Mean	7.391396 × 10⁸
Median Absolute Deviation (MAD)	6419625
Skewness	0.99675688
Sum	6.5672554 × 10¹²
Variance	1.3596188 × 10¹⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
716893683	1	< 0.1%
713061558	1	< 0.1%
768805383	1	< 0.1%
713982108	1	< 0.1%
710821833	1	< 0.1%
769911858	1	< 0.1%
709106358	1	< 0.1%
810347208	1	< 0.1%
818906208	1	< 0.1%
710930508	1	< 0.1%
Other values (8875)	8875	99.9%

Value	Count	Frequency (%)
708082083	1	< 0.1%
708083283	1	< 0.1%
708084558	1	< 0.1%
708085458	1	< 0.1%
708086958	1	< 0.1%
708095133	1	< 0.1%
708098133	1	< 0.1%
708099183	1	< 0.1%
708100533	1	< 0.1%
708103608	1	< 0.1%

Value	Count	Frequency (%)
828343083	1	< 0.1%
828298908	1	< 0.1%
828294933	1	< 0.1%
828291858	1	< 0.1%
828288333	1	< 0.1%
828281733	1	< 0.1%
828236133	1	< 0.1%
828227433	1	< 0.1%
828215508	1	< 0.1%
827968383	1	< 0.1%

edad
Real number (ℝ)

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.540011

Minimum	20
Maximum	26
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.8 KiB

Quantile statistics

Minimum	20
5-th percentile	21
Q1	22
median	23
Q3	25
95-th percentile	26
Maximum	26
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.5115131
Coefficient of variation (CV)	0.064210383
Kurtosis	-1.0415922
Mean	23.540011
Median Absolute Deviation (MAD)	1
Skewness	0.10762074
Sum	209153
Variance	2.284672
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
22	1937	21.8%
23	1925	21.7%
24	1697	19.1%
25	1444	16.3%
26	1184	13.3%
21	692	7.8%
20	6	0.1%

Value	Count	Frequency (%)
20	6	0.1%
21	692	7.8%
22	1937	21.8%
23	1925	21.7%
24	1697	19.1%
25	1444	16.3%
26	1184	13.3%

Value	Count	Frequency (%)
26	1184	13.3%
25	1444	16.3%
24	1697	19.1%
23	1925	21.7%
22	1937	21.8%
21	692	7.8%
20	6	0.1%

importe_solicitado
Real number (ℝ)

High correlation

Distinct	486
Distinct (%)	5.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8178.3371

Minimum	500
Maximum	35000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.8 KiB

Quantile statistics

Minimum	500
5-th percentile	2000
Q1	4500
median	6500
Q3	10000
95-th percentile	20000
Maximum	35000
Range	34500
Interquartile range (IQR)	5500

Descriptive statistics

Standard deviation	5766.519
Coefficient of variation (CV)	0.70509676
Kurtosis	2.3530343
Mean	8178.3371
Median Absolute Deviation (MAD)	2500
Skewness	1.5276693
Sum	72664525
Variance	33252741
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5000	693	7.8%
6000	641	7.2%
8000	499	5.6%
7000	390	4.4%
4000	386	4.3%
10000	333	3.7%
3000	325	3.7%
20000	253	2.8%
12000	228	2.6%
9000	221	2.5%
Other values (476)	4916	55.3%

Value	Count	Frequency (%)
500	3	< 0.1%
700	1	< 0.1%
750	1	< 0.1%
800	1	< 0.1%
900	1	< 0.1%
1000	122	1.4%
1050	1	< 0.1%
1100	1	< 0.1%
1150	1	< 0.1%
1200	60	0.7%

Value	Count	Frequency (%)
35000	20	0.2%
34800	1	< 0.1%
34000	1	< 0.1%
33950	1	< 0.1%
33000	1	< 0.1%
32500	1	< 0.1%
32000	1	< 0.1%
31300	1	< 0.1%
31050	1	< 0.1%
30000	19	0.2%

duracion_credito
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	138.8 KiB

2	2996
3	2945
4	2944

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	8885
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	2
3rd row	2
4th row	4
5th row	2

Common Values

Value	Count	Frequency (%)
2	2996	33.7%
3	2945	33.1%
4	2944	33.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	2996	33.7%
3	2945	33.1%
4	2944	33.1%

Most occurring characters

Value	Count	Frequency (%)
2	2996	33.7%
3	2945	33.1%
4	2944	33.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8885	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	2996	33.7%
3	2945	33.1%
4	2944	33.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8885	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	2996	33.7%
3	2945	33.1%
4	2944	33.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8885	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	2996	33.7%
3	2945	33.1%
4	2944	33.1%

antiguedad_empleado
Real number (ℝ)

Zeros

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.9320203

Minimum	0
Maximum	123
Zeros	1276
Zeros (%)	14.4%
Negative	0
Negative (%)	0.0%
Memory size	138.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	4
Q3	6
95-th percentile	9
Maximum	123
Range	123
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.3581927
Coefficient of variation (CV)	0.85406293
Kurtosis	354.08969
Mean	3.9320203
Median Absolute Deviation (MAD)	2
Skewness	10.216099
Sum	34936
Variance	11.277458
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	1276	14.4%
2	1158	13.0%
3	1038	11.7%
5	967	10.9%
6	921	10.4%
1	910	10.2%
4	771	8.7%
7	706	7.9%
8	526	5.9%
9	368	4.1%
Other values (3)	244	2.7%

Value	Count	Frequency (%)
0	1276	14.4%
1	910	10.2%
2	1158	13.0%
3	1038	11.7%
4	771	8.7%
5	967	10.9%
6	921	10.4%
7	706	7.9%
8	526	5.9%
9	368	4.1%

Value	Count	Frequency (%)
123	2	< 0.1%
11	23	0.3%
10	219	2.5%
9	368	4.1%
8	526	5.9%
7	706	7.9%
6	921	10.4%
5	967	10.9%
4	771	8.7%
3	1038	11.7%

ingresos
Real number (ℝ)

Distinct	1620
Distinct (%)	18.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50928.148

Minimum	9600
Maximum	500000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.8 KiB

Quantile statistics

Minimum	9600
5-th percentile	21000
Q1	34000
median	47000
Q3	60000
95-th percentile	97000
Maximum	500000
Range	490400
Interquartile range (IQR)	26000

Descriptive statistics

Standard deviation	28844.58
Coefficient of variation (CV)	0.56637795
Kurtosis	21.042824
Mean	50928.148
Median Absolute Deviation (MAD)	13000
Skewness	3.3470595
Sum	4.524966 × 10⁸
Variance	8.3200981 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60000	386	4.3%
30000	313	3.5%
50000	304	3.4%
40000	242	2.7%
45000	217	2.4%
55000	201	2.3%
65000	197	2.2%
48000	194	2.2%
36000	185	2.1%
42000	176	2.0%
Other values (1610)	6470	72.8%

Value	Count	Frequency (%)
9600	3	< 0.1%
9840	1	< 0.1%
9900	1	< 0.1%
9960	1	< 0.1%
10000	9	0.1%
10560	1	< 0.1%
10668	1	< 0.1%
10800	3	< 0.1%
10980	1	< 0.1%
11000	3	< 0.1%

Value	Count	Frequency (%)
500000	1	< 0.1%
306000	1	< 0.1%
300000	6	0.1%
287000	1	< 0.1%
280000	1	< 0.1%
277104	1	< 0.1%
275000	1	< 0.1%
260000	1	< 0.1%
259000	1	< 0.1%
255000	1	< 0.1%

pct_ingreso
Real number (ℝ)

High correlation

Distinct	69
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17534271

Minimum	0.01
Maximum	0.77
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.8 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.04
Q1	0.09
median	0.15
Q3	0.23
95-th percentile	0.39
Maximum	0.77
Range	0.76
Interquartile range (IQR)	0.14

Descriptive statistics

Standard deviation	0.10809246
Coefficient of variation (CV)	0.61646396
Kurtosis	1.1343138
Mean	0.17534271
Median Absolute Deviation (MAD)	0.07
Skewness	1.0618008
Sum	1557.92
Variance	0.01168398
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1	464	5.2%
0.13	406	4.6%
0.09	391	4.4%
0.11	387	4.4%
0.08	386	4.3%
0.15	380	4.3%
0.12	352	4.0%
0.14	348	3.9%
0.07	346	3.9%
0.17	335	3.8%
Other values (59)	5090	57.3%

Value	Count	Frequency (%)
0.01	17	0.2%
0.02	81	0.9%
0.03	198	2.2%
0.04	249	2.8%
0.05	262	2.9%
0.06	304	3.4%
0.07	346	3.9%
0.08	386	4.3%
0.09	391	4.4%
0.1	464	5.2%

Value	Count	Frequency (%)
0.77	1	< 0.1%
0.71	1	< 0.1%
0.69	2	< 0.1%
0.68	1	< 0.1%
0.67	1	< 0.1%
0.65	2	< 0.1%
0.64	3	< 0.1%
0.63	3	< 0.1%
0.61	2	< 0.1%
0.6	2	< 0.1%

tasa_interes
Real number (ℝ)

High correlation

Distinct	306
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.019078

Minimum	5.42
Maximum	22.11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.8 KiB

Quantile statistics

Minimum	5.42
5-th percentile	6.03
Q1	7.9
median	10.99
Q3	13.47
95-th percentile	16.29
Maximum	22.11
Range	16.69
Interquartile range (IQR)	5.57

Descriptive statistics

Standard deviation	3.1950886
Coefficient of variation (CV)	0.2899597
Kurtosis	-0.70377572
Mean	11.019078
Median Absolute Deviation (MAD)	2.5
Skewness	0.18486503
Sum	97904.51
Variance	10.208591
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.99	252	2.8%
7.51	227	2.6%
7.9	189	2.1%
7.49	187	2.1%
7.88	173	1.9%
5.42	171	1.9%
9.99	148	1.7%
11.49	143	1.6%
11.71	132	1.5%
13.49	132	1.5%
Other values (296)	7131	80.3%

Value	Count	Frequency (%)
5.42	171	1.9%
5.79	106	1.2%
5.99	112	1.3%
6	6	0.1%
6.03	121	1.4%
6.17	59	0.7%
6.39	14	0.2%
6.54	72	0.8%
6.62	116	1.3%
6.76	61	0.7%

Value	Count	Frequency (%)
22.11	1	< 0.1%
21.74	2	< 0.1%
21.36	1	< 0.1%
21.27	1	< 0.1%
21.21	1	< 0.1%
20.89	2	< 0.1%
20.62	1	< 0.1%
20.3	2	< 0.1%
20.25	1	< 0.1%
20.2	1	< 0.1%

estado_credito
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	138.8 KiB

0	6715
1	2170

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	8885
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	6715	75.6%
1	2170	24.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	6715	75.6%
1	2170	24.4%

Most occurring characters

Value	Count	Frequency (%)
0	6715	75.6%
1	2170	24.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	8885	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	6715	75.6%
1	2170	24.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	8885	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	6715	75.6%
1	2170	24.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	8885	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	6715	75.6%
1	2170	24.4%

antiguedad_cliente
Real number (ℝ)

Distinct	44
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.886888

Minimum	13
Maximum	56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.8 KiB

Quantile statistics

Minimum	13
5-th percentile	22
Q1	31
median	36
Q3	40
95-th percentile	50
Maximum	56
Range	43
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	7.994337
Coefficient of variation (CV)	0.22276484
Kurtosis	0.41257386
Mean	35.886888
Median Absolute Deviation (MAD)	4
Skewness	-0.10222955
Sum	318855
Variance	63.909424
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
36	2127	23.9%
37	316	3.6%
34	313	3.5%
38	305	3.4%
40	304	3.4%
39	302	3.4%
31	296	3.3%
33	278	3.1%
35	272	3.1%
30	262	2.9%
Other values (34)	4110	46.3%

Value	Count	Frequency (%)
13	63	0.7%
14	15	0.2%
15	29	0.3%
16	28	0.3%
17	35	0.4%
18	49	0.6%
19	55	0.6%
20	68	0.8%
21	75	0.8%
22	93	1.0%

Value	Count	Frequency (%)
56	94	1.1%
55	36	0.4%
54	47	0.5%
53	65	0.7%
52	56	0.6%
51	70	0.8%
50	83	0.9%
49	127	1.4%
48	136	1.5%
47	145	1.6%

gastos_ult_12m
Real number (ℝ)

High correlation

Distinct	4718
Distinct (%)	53.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4428.9916

Minimum	510
Maximum	18484
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.8 KiB

Quantile statistics

Minimum	510
5-th percentile	1289
Q1	2164
median	3913
Q3	4748
95-th percentile	14230
Maximum	18484
Range	17974
Interquartile range (IQR)	2584

Descriptive statistics

Standard deviation	3426.2826
Coefficient of variation (CV)	0.77360332
Kurtosis	3.8093547
Mean	4428.9916
Median Absolute Deviation (MAD)	1313
Skewness	2.0305055
Sum	39351590
Variance	11739412
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4509	10	0.1%
4253	10	0.1%
2229	9	0.1%
4518	9	0.1%
4042	8	0.1%
4220	8	0.1%
4498	8	0.1%
4037	8	0.1%
4317	8	0.1%
4313	8	0.1%
Other values (4708)	8799	99.0%

Value	Count	Frequency (%)
510	1	< 0.1%
530	1	< 0.1%
563	1	< 0.1%
569	1	< 0.1%
594	1	< 0.1%
596	1	< 0.1%
597	1	< 0.1%
615	1	< 0.1%
643	1	< 0.1%
644	1	< 0.1%

Value	Count	Frequency (%)
18484	1	< 0.1%
17995	1	< 0.1%
17744	1	< 0.1%
17634	1	< 0.1%
17628	1	< 0.1%
17498	1	< 0.1%
17437	1	< 0.1%
17390	1	< 0.1%
17350	1	< 0.1%
17258	1	< 0.1%

limite_credito_tc
Real number (ℝ)

Distinct	5672
Distinct (%)	63.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8608.2363

Minimum	1438.3
Maximum	34516
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.8 KiB

Quantile statistics

Minimum	1438.3
5-th percentile	1438.3
Q1	2548
median	4543
Q3	11059
95-th percentile	34516
Maximum	34516
Range	33077.7
Interquartile range (IQR)	8511

Descriptive statistics

Standard deviation	9065.5877
Coefficient of variation (CV)	1.0531295
Kurtosis	1.8426853
Mean	8608.2363
Median Absolute Deviation (MAD)	2597
Skewness	1.6726733
Sum	76484180
Variance	82184880
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1438.3	453	5.1%
34516	449	5.1%
15987	18	0.2%
9959	14	0.2%
6224	11	0.1%
23981	11	0.1%
2490	10	0.1%
3735	10	0.1%
7469	9	0.1%
14938	7	0.1%
Other values (5662)	7893	88.8%

Value	Count	Frequency (%)
1438.3	453	5.1%
1439	2	< 0.1%
1440	1	< 0.1%
1441	2	< 0.1%
1442	1	< 0.1%
1443	3	< 0.1%
1446	1	< 0.1%
1449	2	< 0.1%
1451	2	< 0.1%
1452	2	< 0.1%

Value	Count	Frequency (%)
34516	449	5.1%
34496	1	< 0.1%
34458	1	< 0.1%
34427	1	< 0.1%
34198	1	< 0.1%
34173	1	< 0.1%
34162	1	< 0.1%
34140	1	< 0.1%
34058	1	< 0.1%
33996	1	< 0.1%

operaciones_ult_12m
Real number (ℝ)

High correlation

Distinct	125
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	64.99955

Minimum	10
Maximum	139
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	138.8 KiB

Quantile statistics

Minimum	10
5-th percentile	28
Q1	45
median	67
Q3	81
95-th percentile	106
Maximum	139
Range	129
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	23.520686
Coefficient of variation (CV)	0.36185921
Kurtosis	-0.35709879
Mean	64.99955
Median Absolute Deviation (MAD)	17
Skewness	0.15342237
Sum	577521
Variance	553.22265
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
69	185	2.1%
81	181	2.0%
71	180	2.0%
75	179	2.0%
76	173	1.9%
78	173	1.9%
82	172	1.9%
77	172	1.9%
70	166	1.9%
67	163	1.8%
Other values (115)	7141	80.4%

Value	Count	Frequency (%)
10	3	< 0.1%
11	2	< 0.1%
12	4	< 0.1%
13	5	0.1%
14	8	0.1%
15	12	0.1%
16	12	0.1%
17	12	0.1%
18	21	0.2%
19	10	0.1%

Value	Count	Frequency (%)
139	1	< 0.1%
138	1	< 0.1%
134	1	< 0.1%
131	6	0.1%
130	5	0.1%
129	5	0.1%
128	9	0.1%
127	10	0.1%
126	10	0.1%
125	12	0.1%

personas_a_cargo
Real number (ℝ)

Zeros

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.352054

Minimum	0
Maximum	5
Zeros	787
Zeros (%)	8.9%
Negative	0
Negative (%)	0.0%
Memory size	138.8 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.3006412
Coefficient of variation (CV)	0.55298102
Kurtosis	-0.68916511
Mean	2.352054
Median Absolute Deviation (MAD)	1
Skewness	-0.022336426
Sum	20898
Variance	1.6916676
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	2389	26.9%
2	2321	26.1%
1	1613	18.2%
4	1399	15.7%
0	787	8.9%
5	376	4.2%

Value	Count	Frequency (%)
0	787	8.9%
1	1613	18.2%
2	2321	26.1%
3	2389	26.9%
4	1399	15.7%
5	376	4.2%

Value	Count	Frequency (%)
5	376	4.2%
4	1399	15.7%
3	2389	26.9%
2	2321	26.1%
1	1613	18.2%
0	787	8.9%

situacion_vivienda_ALQUILER
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

True	5432
False	3453

Value	Count	Frequency (%)
True	5432	61.1%
False	3453	38.9%

situacion_vivienda_HIPOTECA
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

False	6080
True	2805

Value	Count	Frequency (%)
False	6080	68.4%
True	2805	31.6%

situacion_vivienda_OTROS
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

False	8850
True	35

Value	Count	Frequency (%)
False	8850	99.6%
True	35	0.4%

situacion_vivienda_PROPIA
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

False	8272
True	613

Value	Count	Frequency (%)
False	8272	93.1%
True	613	6.9%

objetivo_credito_EDUCACIÓN
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

False	6820
True	2065

Value	Count	Frequency (%)
False	6820	76.8%
True	2065	23.2%

objetivo_credito_INVERSIONES
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

False	7366
True	1519

Value	Count	Frequency (%)
False	7366	82.9%
True	1519	17.1%

objetivo_credito_MEJORAS_HOGAR
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

False	8117
True	768

Value	Count	Frequency (%)
False	8117	91.4%
True	768	8.6%

objetivo_credito_PAGO_DEUDAS
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

False	7423
True	1462

Value	Count	Frequency (%)
False	7423	83.5%
True	1462	16.5%

objetivo_credito_PERSONAL
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

False	7428
True	1457

Value	Count	Frequency (%)
False	7428	83.6%
True	1457	16.4%

objetivo_credito_SALUD
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

False	7271
True	1614

Value	Count	Frequency (%)
False	7271	81.8%
True	1614	18.2%

falta_pago_N
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

True	7320
False	1565

Value	Count	Frequency (%)
True	7320	82.4%
False	1565	17.6%

falta_pago_Y
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

False	7320
True	1565

Value	Count	Frequency (%)
False	7320	82.4%
True	1565	17.6%

estado_civil_CASADO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

False	4783
True	4102

Value	Count	Frequency (%)
False	4783	53.8%
True	4102	46.2%

estado_civil_DESCONOCIDO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

False	8233
True	652

Value	Count	Frequency (%)
False	8233	92.7%
True	652	7.3%

estado_civil_DIVORCIADO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

False	8221
True	664

Value	Count	Frequency (%)
False	8221	92.5%
True	664	7.5%

estado_civil_SOLTERO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

False	5418
True	3467

Value	Count	Frequency (%)
False	5418	61.0%
True	3467	39.0%

estado_cliente_ACTIVO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

True	7440
False	1445

Value	Count	Frequency (%)
True	7440	83.7%
False	1445	16.3%

estado_cliente_PASIVO
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

False	7440
True	1445

Value	Count	Frequency (%)
False	7440	83.7%
True	1445	16.3%

genero_F
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

True	4720
False	4165

Value	Count	Frequency (%)
True	4720	53.1%
False	4165	46.9%

genero_M
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

False	4720
True	4165

Value	Count	Frequency (%)
False	4720	53.1%
True	4165	46.9%

nivel_educativo_DESCONOCIDO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

False	7571
True	1314

Value	Count	Frequency (%)
False	7571	85.2%
True	1314	14.8%

nivel_educativo_POSGRADO_COMPLETO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

False	8472
True	413

Value	Count	Frequency (%)
False	8472	95.4%
True	413	4.6%

nivel_educativo_POSGRADO_INCOMPLETO
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

False	8424
True	461

Value	Count	Frequency (%)
False	8424	94.8%
True	461	5.2%

nivel_educativo_SECUNDARIO_COMPLETO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

False	7122
True	1763

Value	Count	Frequency (%)
False	7122	80.2%
True	1763	19.8%

nivel_educativo_UNIVERSITARIO_COMPLETO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

False	6143
True	2742

Value	Count	Frequency (%)
False	6143	69.1%
True	2742	30.9%

nivel_educativo_UNIVERSITARIO_INCOMPLETO
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.1 KiB

False	6693
True	2192

Value	Count	Frequency (%)
False	6693	75.3%
True	2192	24.7%

Interactions

Correlations

	antiguedad_cliente	antiguedad_empleado	duracion_credito	edad	estado_civil_CASADO	estado_civil_DESCONOCIDO	estado_civil_DIVORCIADO	estado_civil_SOLTERO	estado_cliente_ACTIVO	estado_cliente_PASIVO	estado_credito	falta_pago_N	falta_pago_Y	gastos_ult_12m	genero_F	genero_M	id_cliente	importe_solicitado	ingresos	limite_credito_tc	nivel_educativo_DESCONOCIDO	nivel_educativo_POSGRADO_COMPLETO	nivel_educativo_POSGRADO_INCOMPLETO	nivel_educativo_SECUNDARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_INCOMPLETO	objetivo_credito_EDUCACIÓN	objetivo_credito_INVERSIONES	objetivo_credito_MEJORAS_HOGAR	objetivo_credito_PAGO_DEUDAS	objetivo_credito_PERSONAL	objetivo_credito_SALUD	operaciones_ult_12m	pct_ingreso	personas_a_cargo	situacion_vivienda_ALQUILER	situacion_vivienda_HIPOTECA	situacion_vivienda_OTROS	situacion_vivienda_PROPIA	tasa_interes
antiguedad_cliente	1.000	-0.001	0.000	-0.001	0.049	0.036	0.040	0.051	0.032	0.032	0.026	0.050	0.050	-0.024	0.019	0.019	0.112	0.038	0.013	0.009	0.000	0.022	0.029	0.000	0.024	0.010	0.000	0.000	0.013	0.032	0.016	0.000	-0.036	0.034	-0.115	0.030	0.033	0.000	0.000	0.009
antiguedad_empleado	-0.001	1.000	0.000	0.109	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.063	0.000	0.000	0.002	0.121	0.188	-0.004	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.057	-0.002	-0.002	0.000	0.000	0.000	0.000	-0.065
duracion_credito	0.000	0.000	1.000	0.006	0.000	0.000	0.015	0.000	0.005	0.005	0.000	0.000	0.000	0.000	0.000	0.000	0.023	0.000	0.003	0.008	0.008	0.016	0.000	0.000	0.032	0.025	0.000	0.001	0.009	0.013	0.022	0.022	0.000	0.000	0.016	0.006	0.011	0.000	0.000	0.017
edad	-0.001	0.109	0.006	1.000	0.017	0.000	0.015	0.007	0.016	0.016	0.040	0.000	0.000	0.009	0.000	0.000	-0.024	0.078	0.155	0.011	0.000	0.000	0.013	0.000	0.000	0.000	0.159	0.010	0.204	0.005	0.011	0.039	0.008	-0.037	0.002	0.000	0.023	0.023	0.025	0.005
estado_civil_CASADO	0.049	0.000	0.000	0.017	1.000	0.260	0.263	0.741	0.024	0.024	0.043	0.000	0.000	0.175	0.000	0.000	0.000	0.091	0.022	0.064	0.005	0.000	0.000	0.000	0.013	0.014	0.019	0.014	0.010	0.000	0.000	0.000	0.172	0.056	0.022	0.017	0.014	0.008	0.000	0.000
estado_civil_DESCONOCIDO	0.036	0.000	0.000	0.000	0.260	1.000	0.078	0.224	0.000	0.000	0.019	0.000	0.000	0.056	0.011	0.011	0.014	0.042	0.033	0.017	0.000	0.000	0.007	0.000	0.000	0.000	0.006	0.000	0.000	0.000	0.000	0.000	0.030	0.000	0.039	0.013	0.004	0.000	0.000	0.011
estado_civil_DIVORCIADO	0.040	0.000	0.015	0.015	0.263	0.078	1.000	0.227	0.000	0.000	0.000	0.000	0.000	0.039	0.000	0.000	0.000	0.000	0.000	0.021	0.016	0.000	0.000	0.009	0.000	0.034	0.000	0.019	0.000	0.000	0.000	0.000	0.039	0.012	0.030	0.000	0.000	0.000	0.000	0.026
estado_civil_SOLTERO	0.051	0.000	0.000	0.007	0.741	0.224	0.227	1.000	0.017	0.017	0.032	0.000	0.000	0.142	0.013	0.013	0.000	0.069	0.006	0.033	0.020	0.000	0.000	0.000	0.005	0.000	0.006	0.000	0.015	0.000	0.000	0.006	0.141	0.038	0.038	0.022	0.017	0.000	0.000	0.000
estado_cliente_ACTIVO	0.032	0.000	0.005	0.016	0.024	0.000	0.000	0.017	1.000	1.000	0.117	0.551	0.551	0.328	0.031	0.031	0.048	0.107	0.019	0.034	0.007	0.031	0.000	0.006	0.000	0.000	0.015	0.000	0.021	0.000	0.000	0.000	0.457	0.040	0.019	0.052	0.053	0.000	0.000	0.319
estado_cliente_PASIVO	0.032	0.000	0.005	0.016	0.024	0.000	0.000	0.017	1.000	1.000	0.117	0.551	0.551	0.328	0.031	0.031	0.048	0.107	0.019	0.034	0.007	0.031	0.000	0.006	0.000	0.000	0.015	0.000	0.021	0.000	0.000	0.000	0.457	0.040	0.019	0.052	0.053	0.000	0.000	0.319
estado_credito	0.026	0.000	0.000	0.040	0.043	0.019	0.000	0.032	0.117	0.117	1.000	0.192	0.192	0.232	0.026	0.026	0.018	0.211	0.117	0.000	0.000	0.006	0.009	0.008	0.000	0.000	0.095	0.063	0.111	0.062	0.014	0.042	0.240	0.404	0.000	0.207	0.165	0.023	0.101	0.384
falta_pago_N	0.050	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.551	0.551	0.192	1.000	1.000	0.261	0.000	0.000	0.029	0.056	0.000	0.029	0.000	0.000	0.000	0.007	0.004	0.000	0.014	0.017	0.049	0.003	0.000	0.000	0.324	0.043	0.016	0.072	0.074	0.012	0.000	0.561
falta_pago_Y	0.050	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.551	0.551	0.192	1.000	1.000	0.261	0.000	0.000	0.029	0.056	0.000	0.029	0.000	0.000	0.000	0.007	0.004	0.000	0.014	0.017	0.049	0.003	0.000	0.000	0.324	0.043	0.016	0.072	0.074	0.012	0.000	0.561
gastos_ult_12m	-0.024	0.063	0.000	0.009	0.175	0.056	0.039	0.142	0.328	0.328	0.232	0.261	0.261	1.000	0.247	0.247	0.000	0.034	0.156	0.027	0.021	0.012	0.000	0.043	0.000	0.000	0.012	0.013	0.000	0.000	0.000	0.000	0.879	-0.072	0.059	0.152	0.181	0.000	0.037	-0.187
genero_F	0.019	0.000	0.000	0.000	0.000	0.011	0.000	0.013	0.031	0.031	0.026	0.000	0.000	0.247	1.000	1.000	0.000	0.171	0.113	0.442	0.000	0.007	0.000	0.013	0.000	0.000	0.009	0.000	0.000	0.000	0.000	0.007	0.168	0.071	0.000	0.040	0.042	0.000	0.000	0.002
genero_M	0.019	0.000	0.000	0.000	0.000	0.011	0.000	0.013	0.031	0.031	0.026	0.000	0.000	0.247	1.000	1.000	0.000	0.171	0.113	0.442	0.000	0.007	0.000	0.013	0.000	0.000	0.009	0.000	0.000	0.000	0.000	0.007	0.168	0.071	0.000	0.040	0.042	0.000	0.000	0.002
id_cliente	0.112	0.002	0.023	-0.024	0.000	0.014	0.000	0.000	0.048	0.048	0.018	0.029	0.029	0.000	0.000	0.000	1.000	-0.009	-0.001	0.015	0.013	0.000	0.000	0.009	0.021	0.000	0.037	0.000	0.000	0.000	0.039	0.024	0.006	-0.007	-0.008	0.031	0.027	0.000	0.000	-0.026
importe_solicitado	0.038	0.121	0.000	0.078	0.091	0.042	0.000	0.069	0.107	0.107	0.211	0.056	0.056	0.034	0.171	0.171	-0.009	1.000	0.350	0.039	0.027	0.005	0.000	0.000	0.020	0.000	0.000	0.018	0.032	0.000	0.000	0.045	0.001	0.740	0.031	0.190	0.169	0.012	0.056	0.074
ingresos	0.013	0.188	0.003	0.155	0.022	0.033	0.000	0.006	0.019	0.019	0.117	0.000	0.000	0.156	0.113	0.113	-0.001	0.350	1.000	0.037	0.015	0.000	0.000	0.025	0.000	0.014	0.000	0.021	0.058	0.044	0.020	0.034	0.129	-0.293	0.020	0.156	0.120	0.000	0.086	-0.027
limite_credito_tc	0.009	-0.004	0.008	0.011	0.064	0.017	0.021	0.033	0.034	0.034	0.000	0.029	0.029	0.027	0.442	0.442	0.015	0.039	0.037	1.000	0.000	0.007	0.000	0.000	0.000	0.017	0.021	0.000	0.000	0.000	0.006	0.000	0.030	0.021	0.049	0.000	0.022	0.000	0.010	0.003
nivel_educativo_DESCONOCIDO	0.000	0.000	0.008	0.000	0.005	0.000	0.016	0.020	0.007	0.007	0.000	0.000	0.000	0.021	0.000	0.000	0.013	0.027	0.015	0.000	1.000	0.091	0.096	0.207	0.278	0.238	0.000	0.000	0.023	0.019	0.000	0.000	0.000	0.000	0.029	0.010	0.000	0.000	0.014	0.000
nivel_educativo_POSGRADO_COMPLETO	0.022	0.000	0.016	0.000	0.000	0.000	0.000	0.000	0.031	0.031	0.006	0.000	0.000	0.012	0.007	0.007	0.000	0.005	0.000	0.007	0.091	1.000	0.049	0.109	0.147	0.125	0.000	0.000	0.018	0.000	0.000	0.000	0.035	0.020	0.000	0.000	0.000	0.000	0.000	0.012
nivel_educativo_POSGRADO_INCOMPLETO	0.029	0.000	0.000	0.013	0.000	0.007	0.000	0.000	0.000	0.000	0.009	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.096	0.049	1.000	0.115	0.155	0.133	0.000	0.017	0.004	0.000	0.007	0.000	0.000	0.008	0.013	0.000	0.000	0.000	0.004	0.000
nivel_educativo_SECUNDARIO_COMPLETO	0.000	0.000	0.000	0.000	0.000	0.000	0.009	0.000	0.006	0.006	0.008	0.007	0.007	0.043	0.013	0.013	0.009	0.000	0.025	0.000	0.207	0.109	0.115	1.000	0.332	0.284	0.000	0.000	0.000	0.000	0.000	0.016	0.000	0.008	0.011	0.006	0.000	0.000	0.000	0.010
nivel_educativo_UNIVERSITARIO_COMPLETO	0.024	0.000	0.032	0.000	0.013	0.000	0.000	0.005	0.000	0.000	0.000	0.004	0.004	0.000	0.000	0.000	0.021	0.020	0.000	0.000	0.278	0.147	0.155	0.332	1.000	0.382	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.004	0.000	0.000	0.012	0.000
nivel_educativo_UNIVERSITARIO_INCOMPLETO	0.010	0.000	0.025	0.000	0.014	0.000	0.034	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.014	0.017	0.238	0.125	0.133	0.284	0.382	1.000	0.014	0.000	0.006	0.000	0.000	0.006	0.000	0.000	0.015	0.003	0.003	0.000	0.000	0.000
objetivo_credito_EDUCACIÓN	0.000	0.000	0.000	0.159	0.019	0.006	0.000	0.006	0.015	0.015	0.095	0.014	0.014	0.012	0.009	0.009	0.037	0.000	0.000	0.021	0.000	0.000	0.000	0.000	0.000	0.014	1.000	0.249	0.168	0.244	0.243	0.259	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.035
objetivo_credito_INVERSIONES	0.000	0.000	0.001	0.010	0.014	0.000	0.019	0.000	0.000	0.000	0.063	0.017	0.017	0.013	0.000	0.000	0.000	0.018	0.021	0.000	0.000	0.000	0.017	0.000	0.000	0.000	0.249	1.000	0.139	0.201	0.200	0.213	0.000	0.028	0.000	0.045	0.000	0.000	0.092	0.030
objetivo_credito_MEJORAS_HOGAR	0.013	0.000	0.009	0.204	0.010	0.000	0.000	0.015	0.021	0.021	0.111	0.049	0.049	0.000	0.000	0.000	0.000	0.032	0.058	0.000	0.023	0.018	0.004	0.000	0.000	0.006	0.168	0.139	1.000	0.136	0.135	0.144	0.019	0.040	0.022	0.034	0.027	0.000	0.008	0.047
objetivo_credito_PAGO_DEUDAS	0.032	0.000	0.013	0.005	0.000	0.000	0.000	0.000	0.000	0.000	0.062	0.003	0.003	0.000	0.000	0.000	0.000	0.000	0.044	0.000	0.019	0.000	0.000	0.000	0.000	0.000	0.244	0.201	0.136	1.000	0.196	0.208	0.011	0.000	0.013	0.043	0.000	0.000	0.092	0.015
objetivo_credito_PERSONAL	0.016	0.000	0.022	0.011	0.000	0.000	0.000	0.000	0.000	0.000	0.014	0.000	0.000	0.000	0.000	0.000	0.039	0.000	0.020	0.006	0.000	0.000	0.007	0.000	0.000	0.000	0.243	0.200	0.135	0.196	1.000	0.208	0.027	0.000	0.035	0.016	0.020	0.000	0.000	0.016
objetivo_credito_SALUD	0.000	0.000	0.022	0.039	0.000	0.000	0.000	0.006	0.000	0.000	0.042	0.000	0.000	0.000	0.007	0.007	0.024	0.045	0.034	0.000	0.000	0.000	0.000	0.016	0.000	0.006	0.259	0.213	0.144	0.208	0.208	1.000	0.000	0.000	0.000	0.040	0.038	0.000	0.000	0.027
operaciones_ult_12m	-0.036	0.057	0.000	0.008	0.172	0.030	0.039	0.141	0.457	0.457	0.240	0.324	0.324	0.879	0.168	0.168	0.006	0.001	0.129	0.030	0.000	0.035	0.000	0.000	0.000	0.000	0.000	0.000	0.019	0.011	0.027	0.000	1.000	-0.082	0.056	0.136	0.165	0.000	0.037	-0.219
pct_ingreso	0.034	-0.002	0.000	-0.037	0.056	0.000	0.012	0.038	0.040	0.040	0.404	0.043	0.043	-0.072	0.071	0.071	-0.007	0.740	-0.293	0.021	0.000	0.020	0.008	0.008	0.000	0.000	0.000	0.028	0.040	0.000	0.000	0.000	-0.082	1.000	0.022	0.051	0.030	0.027	0.049	0.092
personas_a_cargo	-0.115	-0.002	0.016	0.002	0.022	0.039	0.030	0.038	0.019	0.019	0.000	0.016	0.016	0.059	0.000	0.000	-0.008	0.031	0.020	0.049	0.029	0.000	0.013	0.011	0.000	0.015	0.000	0.000	0.022	0.013	0.035	0.000	0.056	0.022	1.000	0.000	0.000	0.000	0.015	-0.010
situacion_vivienda_ALQUILER	0.030	0.000	0.006	0.000	0.017	0.013	0.000	0.022	0.052	0.052	0.207	0.072	0.072	0.152	0.040	0.040	0.031	0.190	0.156	0.000	0.010	0.000	0.000	0.006	0.004	0.003	0.000	0.045	0.034	0.043	0.016	0.040	0.136	0.051	0.000	1.000	0.852	0.076	0.341	0.144
situacion_vivienda_HIPOTECA	0.033	0.000	0.011	0.023	0.014	0.004	0.000	0.017	0.053	0.053	0.165	0.074	0.074	0.181	0.042	0.042	0.027	0.169	0.120	0.022	0.000	0.000	0.000	0.000	0.000	0.003	0.000	0.000	0.027	0.000	0.020	0.038	0.165	0.030	0.000	0.852	1.000	0.039	0.184	0.149
situacion_vivienda_OTROS	0.000	0.000	0.000	0.023	0.008	0.000	0.000	0.000	0.000	0.000	0.023	0.012	0.012	0.000	0.000	0.000	0.000	0.012	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.027	0.000	0.076	0.039	1.000	0.008	0.028
situacion_vivienda_PROPIA	0.000	0.000	0.000	0.025	0.000	0.000	0.000	0.000	0.000	0.000	0.101	0.000	0.000	0.037	0.000	0.000	0.000	0.056	0.086	0.010	0.014	0.000	0.004	0.000	0.012	0.000	0.000	0.092	0.008	0.092	0.000	0.000	0.037	0.049	0.015	0.341	0.184	0.008	1.000	0.000
tasa_interes	0.009	-0.065	0.017	0.005	0.000	0.011	0.026	0.000	0.319	0.319	0.384	0.561	0.561	-0.187	0.002	0.002	-0.026	0.074	-0.027	0.003	0.000	0.012	0.000	0.010	0.000	0.000	0.035	0.030	0.047	0.015	0.016	0.027	-0.219	0.092	-0.010	0.144	0.149	0.028	0.000	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	id_cliente	edad	importe_solicitado	duracion_credito	antiguedad_empleado	ingresos	pct_ingreso	tasa_interes	estado_credito	antiguedad_cliente	gastos_ult_12m	limite_credito_tc	operaciones_ult_12m	personas_a_cargo	situacion_vivienda_ALQUILER	situacion_vivienda_HIPOTECA	situacion_vivienda_OTROS	situacion_vivienda_PROPIA	objetivo_credito_EDUCACIÓN	objetivo_credito_INVERSIONES	objetivo_credito_MEJORAS_HOGAR	objetivo_credito_PAGO_DEUDAS	objetivo_credito_PERSONAL	objetivo_credito_SALUD	falta_pago_N	falta_pago_Y	estado_civil_CASADO	estado_civil_DESCONOCIDO	estado_civil_DIVORCIADO	estado_civil_SOLTERO	estado_cliente_ACTIVO	estado_cliente_PASIVO	genero_F	genero_M	nivel_educativo_DESCONOCIDO	nivel_educativo_POSGRADO_COMPLETO	nivel_educativo_POSGRADO_INCOMPLETO	nivel_educativo_SECUNDARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_INCOMPLETO
0	713061558.0	22	35000	3	123.0	59000	0.59	16.02	1	36.0	1088.0	4010.0	24.0	2.0	True	False	False	False	False	False	False	False	True	False	False	True	True	False	False	False	True	False	False	True	False	False	False	False	True	False
1	768805383.0	21	1000	2	5.0	9600	0.10	11.14	0	39.0	1144.0	12691.0	42.0	3.0	False	False	False	True	True	False	False	False	False	False	True	False	True	False	False	False	True	False	False	True	False	False	False	True	False	False
2	713982108.0	23	35000	2	4.0	65500	0.53	15.23	1	36.0	1887.0	3418.0	20.0	3.0	True	False	False	False	False	False	False	False	False	True	True	False	True	False	False	False	True	False	False	True	False	False	False	False	True	False
3	710821833.0	24	35000	4	8.0	54400	0.55	14.27	1	54.0	1314.0	9095.0	26.0	1.0	True	False	False	False	False	False	False	False	False	True	False	True	True	False	False	False	True	False	False	True	True	False	False	False	False	False
4	769911858.0	21	2500	2	2.0	9900	0.25	7.14	1	34.0	1171.0	3313.0	20.0	4.0	False	False	False	True	False	True	False	False	False	False	True	False	False	True	False	False	True	False	True	False	False	False	False	True	False	False
5	709106358.0	26	35000	3	8.0	77100	0.45	12.42	1	21.0	816.0	4716.0	28.0	3.0	True	False	False	False	True	False	False	False	False	False	True	False	True	False	False	False	True	False	False	True	False	False	False	False	False	True
6	810347208.0	24	35000	4	5.0	78956	0.44	11.11	1	46.0	1330.0	34516.0	31.0	4.0	True	False	False	False	False	False	False	False	False	True	True	False	True	False	False	False	True	False	False	True	True	False	False	False	False	False
7	818906208.0	24	35000	2	8.0	83000	0.42	8.90	1	27.0	1538.0	29081.0	36.0	0.0	True	False	False	False	False	False	False	False	True	False	True	False	False	True	False	False	True	False	False	True	False	False	False	True	False	False
8	710930508.0	21	1600	3	6.0	10000	0.16	14.74	1	36.0	1350.0	22352.0	24.0	3.0	False	False	False	True	False	True	False	False	False	False	True	False	False	False	False	True	True	False	False	True	False	False	False	False	False	True
9	719661558.0	22	35000	4	6.0	85000	0.41	10.37	1	36.0	1441.0	11656.0	32.0	2.0	True	False	False	False	False	True	False	False	False	False	True	False	False	False	False	True	True	False	False	True	False	False	False	False	True	False

	id_cliente	edad	importe_solicitado	duracion_credito	antiguedad_empleado	ingresos	pct_ingreso	tasa_interes	estado_credito	antiguedad_cliente	gastos_ult_12m	limite_credito_tc	operaciones_ult_12m	personas_a_cargo	situacion_vivienda_ALQUILER	situacion_vivienda_HIPOTECA	situacion_vivienda_OTROS	situacion_vivienda_PROPIA	objetivo_credito_EDUCACIÓN	objetivo_credito_INVERSIONES	objetivo_credito_MEJORAS_HOGAR	objetivo_credito_PAGO_DEUDAS	objetivo_credito_PERSONAL	objetivo_credito_SALUD	falta_pago_N	falta_pago_Y	estado_civil_CASADO	estado_civil_DESCONOCIDO	estado_civil_DIVORCIADO	estado_civil_SOLTERO	estado_cliente_ACTIVO	estado_cliente_PASIVO	genero_F	genero_M	nivel_educativo_DESCONOCIDO	nivel_educativo_POSGRADO_COMPLETO	nivel_educativo_POSGRADO_INCOMPLETO	nivel_educativo_SECUNDARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_COMPLETO	nivel_educativo_UNIVERSITARIO_INCOMPLETO
10098	710841183.0	22	9000	3	4.0	65000	0.14	9.63	0	34.0	15577.0	13940.0	114.0	1.0	False	True	False	False	True	False	False	False	False	False	True	False	False	False	False	True	True	False	False	True	False	False	False	True	False	False
10099	713899383.0	25	9500	2	4.0	61000	0.16	7.51	0	50.0	14596.0	3688.0	120.0	1.0	True	False	False	False	False	True	False	False	False	False	True	False	False	False	False	True	True	False	True	False	False	False	False	False	True	False
10100	772366833.0	25	9500	3	2.0	68000	0.14	7.14	0	40.0	15476.0	4003.0	117.0	2.0	True	False	False	False	False	False	False	True	False	False	True	False	False	False	False	True	True	False	False	True	False	False	False	False	True	False
10101	710638233.0	24	9500	3	4.0	58650	0.14	16.49	1	25.0	8764.0	4277.0	69.0	2.0	True	False	False	False	False	False	False	False	False	True	True	False	False	False	True	False	False	True	False	True	True	False	False	False	False	False
10102	708564858.0	22	9500	4	1.0	69000	0.14	15.33	1	20.0	9338.0	34516.0	73.0	2.0	True	False	False	False	False	False	True	False	False	False	False	True	True	False	False	False	False	True	False	True	False	False	False	False	False	True
10103	713755458.0	25	7000	4	9.0	65000	0.11	11.66	0	36.0	10310.0	9959.0	63.0	1.0	False	False	False	True	False	False	False	False	True	False	False	True	False	True	False	False	False	True	False	True	True	False	False	False	False	False
10104	717406983.0	22	9575	3	1.0	43000	0.22	6.62	0	36.0	8395.0	5281.0	62.0	2.0	True	False	False	False	False	False	False	True	False	False	True	False	False	True	False	False	False	True	False	True	False	False	False	False	True	False
10105	716506083.0	22	9600	2	0.0	21600	0.44	7.49	1	36.0	10291.0	5409.0	60.0	1.0	True	False	False	False	True	False	False	False	False	False	True	False	True	False	False	False	False	True	True	False	False	False	False	True	False	False
10106	714337233.0	23	9600	2	3.0	22000	0.44	13.16	1	25.0	10294.0	10388.0	61.0	2.0	True	False	False	False	True	False	False	False	False	False	True	False	True	False	False	False	False	True	True	False	False	False	False	False	True	False
10107	716893683.0	24	3600	4	8.0	65004	0.06	13.49	0	47.0	6009.0	14657.0	53.0	3.0	False	True	False	False	False	False	True	False	False	False	False	True	False	False	False	True	False	True	True	False	False	False	False	False	False	True

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample